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Notebook","category":"Renewable Energy","sub_category":"Wind Energy","monthly_downloads":0,"total_dependent_repos":0,"total_dependent_packages":0,"readme":"# OpenWindSCADA\n\n\n### Repository of openly available wind turbine SCADA datasets with high-level descriptions, reusable data loaders for convenient CSV import, and a platform for documenting insights related to data quality and malfunctions.\n\nFor questions and feedback, plese reach out to: simon.leszek@tu-berlin.de\n\n## Table of open source wind turbine SCADA data sets:\n\n\n|   |ID| Dataset                                                                                                        | .jpynb                                     |Loc        |Met-\u003cbr\u003emast   |Trb\u003cbr\u003e#   |Var\u003cbr\u003e#   |Logs\u003cbr\u003e\u0026check;/\u0026cross;  |Labels\u003cbr\u003e\u0026check;/\u0026cross;           |\u0026Delta;T   |\u0026sum;T       |Ref | Remarks/License  |\n|---|--|----------------------------------------------------------------------------------------------------------------|--------------------------------------------|-          |-              |-      |-      |-      |-                     |-          |-             | -  |--------------------------------------------|\n|:-1:|1 | [EDP Open Data](https://www.edp.com/en/innovation/open-data/data)                                              | [here](notebooks/edp_open_data.ipynb)      | ESP (on)  |\u0026check;        | 5     |~80    | \u0026check;     | \u0026check;\u003csup\u003e[1](#fn1)\u003c/sup\u003e| 10m     | 2y |  - | :warning: Currently unavailable; T09 removed from dataset |\n| |2 | [Winji Gearbox Challenge](https://www.wedowind.ch/blog/winji-register)                                         | \u0026cross;                                    | ?         |?              | 5     |~20    | \u0026check;     | \u0026check;\u003csup\u003e[2](#fn2)\u003c/sup\u003e| 10m     | 3y |  - |  register \u0026 consent from WinJi | \n|:star:|3 | [Kelmarsh Farm](https://zenodo.org/record/5841834#.YgpBQ_so-V7)                                                | [here](notebooks/kelmarsh_open_data.ipynb) | UK (on)   |\u0026cross;        | 6     |~99     | \u0026check;     | \u0026cross;                    | 10m\u003csup\u003e[3](#fn3)\u003c/sup\u003e     | 5y|  - | [farm info](https://www.thewindpower.net/windfarm_en_17507_kelmarsh.php)|\n|:star:|4 | [Penmanshiel Farm](https://zenodo.org/record/5946808#.YgpAmvso-V5)                                             | \u0026cross;                                    | UK (on)   |\u0026cross;        |14     |\u003e150     | \u0026check;     | \u0026cross;                   | 10m\u003csup\u003e[3](#fn3)\u003c/sup\u003e     | 5y|  - | [farm info](https://www.thewindpower.net/windfarm_en_23147_penmanshiel.php) |\n| |5 | [Ørsted Anholt Offshore](https://orsted.com/en/our-business/offshore-wind/offshore-operational-data)           | \u0026cross;                                    | DEN (off) |(\u0026check;)\u003csup\u003e[4](#fn4)\u003c/sup\u003e       | **111**  | ?     | ?     | ?                    | 10m     | 2y           |  - | application/NDA; [farm info](https://www.thewindpower.net/windfarm_en_10687_anholt.php) |\n| |6 | [Ørsted Westermost Rough](https://orsted.com/en/our-business/offshore-wind/offshore-operational-data)          | \u0026cross;                                    | UK (off)  |(\u0026check;)\u003csup\u003e[4](#fn4)\u003c/sup\u003e       | 35   | ?     | ?     | ?                    | 10m     | 2y           |  - | application/NDA; [farm info](https://www.thewindpower.net/windfarm_en_21826_westermost-rough.php) | \n| |7a| [\"CAREtoCompare\" Windfarm B](https://data.niaid.nih.gov/resources?id=zenodo_10958774)                          | \u0026cross;                                    | GER (off) |?       | 9    |  64| ?     | \u0026check;                    | 10m     | 2y           |  - | normalized for anonymization |\n| |7b| [\"CAREtoCompare\" Windfarm C](https://data.niaid.nih.gov/resources?id=zenodo_10958774)                          | \u0026cross;                                    | GER (off) |?       | 22   | 238| ?     | \u0026check;                  | 10m     | 2y          |  - | normalized for anonymization |\n| |8 | [Fuhrländer Farm](https://github.com/alecuba16/fuhrlander)                                                     | \u0026cross;                                    | ? (on)    |\u0026cross;        | 5   | 312| \u0026check;     | \u0026cross;                  | 5m     | 3y          |  [[2]](#ref2) | Eclipse Public License v2.0 |\n| |9a | [DSforWind Windfarm 1a](https://zenodo.org/records/5516552)                                                   | \u0026cross;                                    | ? (on)    |\u0026check;\u003csup\u003e[6](#fn6)\u003c/sup\u003e| 4     | 7     | \u0026cross;     | \u0026cross;      | 10m     | 1y           |  - | - |\n| |9b | [DSforWind Windfarm1b](https://zenodo.org/records/5516552)                                                    | \u0026cross;                                    | ? (off)   |\u0026check;\u003csup\u003e[6](#fn6)\u003c/sup\u003e| 2     | 7     | \u0026cross;     | \u0026cross;      | 10m     | 1y           |  - | - | \n| |9c | [DSforWind Windfarm 2a](https://zenodo.org/records/5516554)                                                   | \u0026cross;                                    | ? (on)    |\u0026check;\u003csup\u003e[6](#fn6)\u003c/sup\u003e| 2     | 7     | \u0026cross;     | \u0026cross;      | 10m     | 1y           |  - | - | \n| |9d | [DSforWind Windfarm 2b](https://zenodo.org/records/5516554)                                                   | \u0026cross;                                    | ? (off)   |\u0026check;\u003csup\u003e[6](#fn6)\u003c/sup\u003e| 2     | 7     | \u0026cross;     | \u0026cross;      | 10m     | 1y           |  - | - | \n| |10 | [PCWG Data Sets](https://pcwg.org/)                                                                           | \u0026cross;                                    | ? (on)    |\u0026check;        | 3     | 1     | \u0026cross;     | \u0026cross;                   | 10m         | 1y       |  - | - |\n| |11 | [Norrekaer Windfarm](https://data.dtu.dk/articles/dataset/SCADA_data_from_Norre_m2_wind_farm/19076756)        | \u0026cross;                                    | DK (on)   |\u0026check;        | 41     | 3     | \u0026cross;     | \u0026cross;                   | 10m         | 1.5y       |  [[3]](#ref3) | [farm info](https://gitlab.windenergy.dtu.dk/fair-data/winddata-revamp/winddata-documentation/-/blob/master/norre_m2.md) |\n| |11 | [Delabole Windfarm](https://data.dtu.dk/articles/dataset/SCADA_data_from_Norre_m2_wind_farm/19076756)         | \u0026cross;                                    | UK (on)   |\u0026check;        | 10     | 1     | \u0026cross;     | \u0026cross;                   | 10m         | 1y       |  [[4]](#ref4) | [farm info](https://gitlab.windenergy.dtu.dk/fair-data/winddata-revamp/winddata-documentation/-/blob/master/delabole.md) |\n| |12| [Dundalk IoT](https://data.mendeley.com/datasets/tm988rs48k/2)                                                 | \u0026cross;                                    | IRE (on)  |\u0026cross;        | 1     | 20   | \u0026cross;     | \u0026check;\u003csup\u003e[7](#fn7)\u003c/sup\u003e| 10m     | **14y**          |  - | urban terrain |\n| |13| [Kaggle Wind Turbine](https://www.kaggle.com/berkerisen/wind-turbine-scada-dataset)                            | \u0026cross;                                    | TUR (on)  |\u0026cross;        | 1     | 4     | \u0026cross;     | \u0026cross;                    | 10m     | 1y|  - | - | \n| |14| [Small São Paulo](https://zenodo.org/records/7348454)                                                          | \u0026cross;                                    | BRZ (on)  |\u0026cross;        | 1     | ~40   | \u0026cross;     | \u0026cross;                        | 1m      | 5y|  - | small, urban turbine | \n| |15| [Björkö Wind Turbine](https://zenodo.org/records/8213270)                                                      | \u0026cross;                                    | SWE (on)  |\u0026cross;        | 1     | 68   | \u0026cross;     | \u0026cross;                        | **1s**      | 1y|  - | small; [turbine info](https://www.chalmers.se/en/departments/e2/resources-and-collaboration/chalmers-wind-turbine/)| \n| |16| [IET-OST Turbine](https://zenodo.org/records/8192149)                                                          | \u0026cross;                                    | SUI (on)  |\u0026cross;        | 1     | 15   | \u0026cross;     | \u0026cross;                        | **1s**      | 1.5y|  - | small; [turbine info](https://www.chalmers.se/en/departments/e2/resources-and-collaboration/chalmers-wind-turbine/)| \n| |17| [Pedra do Sal Wind Farm](https://zenodo.org/records/1475197)                                                   | \u0026cross;                                    | BRZ (on)  |\u0026check;        | 20     | ~40   | \u0026cross;     | \u0026cross;                        | 10m      | 1y |  - | [farm info](https://www.thewindpower.net/windfarm_en_15922_pedra-do-sal.php)| \n| |18| [Beberibe Wind Farm](https://zenodo.org/records/1475197)                                                       | \u0026cross;                                    | BRZ (on)  |\u0026check;        | 32     | ~40   | \u0026cross;     | \u0026cross;                        | 10m      | 1y |  - | [farm info](https://www.thewindpower.net/windfarm_en_7032_beberibe.php)| \n| |19| [SMARTEOLE Wind Farm](https://zenodo.org/records/7342466)                                                      | \u0026cross;                                    | FRA (on)  |\u0026check;        | 7     | ~40   | \u0026check;     | \u0026cross;                        | 1m      | 4m |  [[5]](#ref5) | wake steering; [farm info](https://www.thewindpower.net/windfarm_de_3987_sole-du-moulin-vieux.php)| \n| |20| [Loegtved VestasV100](https://www.kaggle.com/datasets/morteneghj/vestas-v100-pitch-power-windspeed/data)      | \u0026cross;                                    | DK (on)  |\u0026cross;        | 1     | 3   | \u0026cross;     | \u0026cross;                        | 10m      | 4y |  - | [contact for more data](https://www.linkedin.com/in/mortenvanggaard)| \n|:new::exclamation:|21 | [Hill of Towie Wind Farm Open Dataset](https://zenodo.org/records/14870023)                                  | \u0026cross;                                    | [SCT (on)](https://maps.app.goo.gl/e8H1enJBV1pAQqCi8) |\u0026cross;        | 21        |**655**       | \u0026check;                    | \u0026cross;                            | 10m       | 8.7y        | -   | CC-BY-4.0; AeroUp/TuneUp upgrade info included, data loader [here](https://github.com/resgroup/hill-of-towie-open-source-analysis) |\n|:-1:|98| [Engie La Haute Borne](https://opendata-renewables.engie.com/)                                                 | \u0026cross;                                    | FR (on)   |\u0026cross;        | 4     |~80    | \u0026cross;     | \u0026cross;                    | 10m     | 8y| -  |  offline; [farm info](https://www.thewindpower.net/windfarm_en_3354_la-haute-borne-vaudeville-le-haut.php) |\n|:-1:|99| [Levenmouth Turbine](https://pod.ore.catapult.org.uk/data-collection/ldt-turbine-scada-10m)                    | \u0026cross;                                    | UK (near) |\u0026check;        | 1     | \u003e500  | \u0026check;     | \u0026cross;                        | 10m/1s| 3y|  - | not for free (~2000 £) |\n\n- \u0026cross; = no / \u0026check; = yes\n- :-1: = no longer available\n- :star: = comprehensive dataset\n- :new::exclamation: = latest addition\n- **bold** = best in class\n\n\u003cdiv id=\"fn1\"\u003e\u003csup\u003e1\u003c/sup\u003e Manual annotations of major failures or component replacements \u003c/div\u003e\n\u003cdiv id=\"fn2\"\u003e\u003csup\u003e2\u003c/sup\u003e SCADA error log indicator\u003c/div\u003e\n\u003cdiv id=\"fn3\"\u003e\u003csup\u003e3\u003c/sup\u003e Statistics from wave buoy and ground-based LIDAR data.\u003c/div\u003e\n\u003cdiv id=\"fn4\"\u003e\u003csup\u003e4\u003c/sup\u003e Higher resolution on request\u003c/div\u003e\n\u003cdiv id=\"fn5\"\u003e\u003csup\u003e5\u003c/sup\u003e Environmental measures (except wind speed \u0026 TI) come from metmast \u003c/div\u003e\n\u003cdiv id=\"fn6\"\u003e\u003csup\u003e6\u003c/sup\u003e Ground-based LIDAR\u003c/div\u003e\n\u003cdiv id=\"fn7\"\u003e\u003csup\u003e7\u003c/sup\u003e Gearbox replacement in 2018-2019 \u003c/div\u003e\n\n## Notebooks - Data Loaders and Overview Plots:\nThe jupyter notebooks in the 'notebooks' folder contain a data loader for SCADA signals, logs, annotations as well as community annotations (see next sections). Table 1 indicates whether the respective dataset has already been added. Furthermore, they produce an overview over each dataset such as shown in the following image:\n\n![image](./images/data_overview_example.png)\n\nAlso, for each turbine, there is an 'Overview Cockpit' with a power curve plot, a wind rose and the data avilability over time. An example is shown here:\n\n![image](./images/turbine_cockpit_example.png)\n\nLastly, operator annotations are listed, if they are part of the dataset. See e.g. for T01 of the edp data set:\n\n![image](./images/operator_annotations_example.png)\n\nTo run the notebooks yourself, please add the respective .csv-files to the data folder.\n\n## Comunity Annotations:\nWe want to enable researchers to build upon the findings of others who were previously working with the dataset. For every dataset, we have set up a [community-annotation folder](./communiy_annotations), containing simple CSV's to collect data quality or malfunction related observations. They contain the following columns:\n\n- annot_id: unique annotation identifies (running ascending number) \n- turbine_id: which turbine of the respective dataset is affected?\n- signal: which signal exhibits the respective observation?\n- time_start / time_stop: during which time is the observation present?\n- related_log_message (optional): is there a SCADA log message that coincides with the observation?\n- remarks: describe your observation in a few words.\n\nThe respective notebooks automatically load, read and display the respective malfuncitons. See e.g. this example from T01 of the edp-dataset:\n\n![image](./images/community_annotations_example.png)\n\n## How to contribute:\nWe welcome contributions to expand the collection of open datasets in this repository as well as community annotations for the datasets. Feel free to create respective PRs :).\n\n## Other Resources:\n- [IEA Task 43](https://iea-wind.org/task43/task-43-open-data/)\n\n## References:\nMany of the above listed datasets are described and analysed in [[1]](#ref1).\n\n\u003cdiv id=\"ref1\"\u003e[1]\u003c/div\u003e[Effenberger, Nina, and Nicole Ludwig. \"A collection and categorization of open‐source wind and wind power datasets.\" Wind Energy 25.10 (2022): 1659-1683.](https://onlinelibrary.wiley.com/doi/full/10.1002/we.2766)\n\n\u003cdiv id=\"ref2\"\u003e[2]\u003c/div\u003e[Marti-Puig, P., Blanco-M., A., Cusidó, J. et al. Wind turbine database for intelligent operation and maintenance strategies. Sci Data 11, 255 (2024).](https://www.nature.com/articles/s41597-024-03067-9)\n\n\u003cdiv id=\"ref3\"\u003e[3]\u003c/div\u003e[Hansen, Kurt Schaldemose; Vasiljevic, Nikola; Sørensen, Steen Arne (2022). SCADA data from Norre_m2 wind farm. Technical University of Denmark. Dataset.] (https://doi.org/10.11583/DTU.19076756.v1)\n\n\u003cdiv id=\"ref4\"\u003e[4]\u003c/div\u003e[Hansen, Kurt Schaldemose (2021). Scada data from Delabole wind farm. Technical University of Denmark. Dataset.] (https://doi.org/10.11583/DTU.14077004)\n\n\u003cdiv id=\"ref5\"\u003e[5]\u003c/div\u003e[Simley, E., Fleming, P., Girard, N., Alloin, L., Godefroy, E., and Duc, T.: Results from a wake-steering experiment at a commercial wind plant: investigating the wind speed dependence of wake-steering performance, Wind Energ. Sci., 6, 1427–1453, 2021.](https://doi.org/10.5194/wes-6-1427-2021)\n\n## Usage\n![Stargazers over time](https://starchart.cc/sltzgs/OpenWindSCADA.svg)\n","funding_links":[],"readme_doi_urls":["https://doi.org/10.11583/DTU.19076756.v1","https://doi.org/10.11583/DTU.14077004","https://doi.org/10.5194/wes-6-1427-2021"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://ost.ecosyste.ms/api/v1/projects/314249","html_url":"https://ost.ecosyste.ms/projects/314249"}